DEEP REINFORCEMENT LEARNING BASED REAL TIME VIOLENCE DETECTION
Journal Title: International Journal of Data Science and Artificial Intelligence - Year 2023, Vol 1, Issue 01
Abstract
In recent days violence is rampant, and the violence that occurs in public places is considered trembling violence in this study. To avert these anomalous activities, a real-time violence identification model is required to monitoring the behaviour of people and to initiate appropriate measures when the abnormal activities happened. In this study a real time violence detection method is introduced, this evaluates the large amount of streaming information and recognises violence with a human intelligence simulation. The big data is a massive volume of real-time video streams from various sources as input that are analysed using the Apache Spark technique. In this method the frames are divided, and the characteristics of each frame are retrieved by the histogram-of-oriented gradient (HOG) algorithm. Then each frame is classified as violent and non-violent classes depending on their features. This classification is performed by double dueling deep Q-learning network ( in terms of deep reinforcement learning (DRL). The result of the proposed framework attains best and precise fallouts compared with the existing deep neural networks. This model yields the classification accuracy rate of 95.08%for real-time violence detection.
Authors and Affiliations
K. Anusha, Dr. S. Lokesh, T. Benila christabel
Keywords
Related Articles
- EP ID EP742453
- DOI -
- Views 33
- Downloads 0
DEEP REINFORCEMENT LEARNING BASED REAL TIME VIOLENCE DETECTION
In recent days violence is rampant, and the violence that occurs in public places is considered trembling violence in this study. To avert these anomalous activities, a real-time violence identification model is required...
SEMANTIC FEATURE ENABLED AGGLOMERATIVE CLUSTERING FOR INFORMATION TECHNOLOGY JOB PROFILE ANALYSIS
The maintenance and implementation of computer systems are the core activities of information technology. Database administration and network architecture are also included in information technology. Professionals have a...
BLOCK CHAIN ENABLED DATA SECURITY USING BLOWFISH ALGORITHM IN SMART GRID NETWORK
Smart Grid provides a reliable and efficient end-toend delivery system. Data on each user's unique electricity consumption is given in real time. It also enables utilities to control and monitor the electrical system in...
IOT BASED AIR QUALITY MONITORING USING DENSENET IN URBAN AREAS
– Internet of Things is being used more and more in the control and monitoring of air quality. Real-time data regarding air pollutants and other environmental parameters can be gathered by deploying IoT devices with sens...
A NOVEL INTERNET OF THINGS-BASED ELECTROCARDIOGRAM DENOISING METHOD USING MEDIAN MODIFIED WEINER AND EXTENDED KALMAN FILTERS
The Internet of Things (IoT) offers healthcare applications that benefit customers, physicians, hospitals, and insurance companies. Wearable technology like fitness bands and other wirelessly connected gadgets like blood...